Artificial Intelligence for Communications and Networks: Third EAI International Conference, AICON 2021, Xining, China, October 23–24, 2021, ... and Telecommunications Engineering, 396)

636 Pages·2021·75.426 MB·English

by  Xianbin Wang (editor), Kai-Kit Wong (editor), Shanji Chen (editor), Mingqian Liu (editor)

Xianbin Wang
Kai-Kit Wong
Shanji Chen
Mingqian Liu (Eds.)
396
Artificial Intelligence
for Communications
and Networks
Third EAI International Conference, AICON 2021
Xining, China, October 23–24, 2021
Proceedings, Part I
Part 1
Lecture Notes of the Institute
for Computer Sciences, Social Informatics
and Telecommunications Engineering 396
EditorialBoardMembers
OzgurAkan
MiddleEastTechnicalUniversity,Ankara,Turkey
PaoloBellavista
UniversityofBologna,Bologna,Italy
JiannongCao
HongKongPolytechnicUniversity,HongKong,China
GeoffreyCoulson
LancasterUniversity,Lancaster,UK
FalkoDressler
UniversityofErlangen,Erlangen,Germany
DomenicoFerrari
UniversitàCattolicaPiacenza,Piacenza,Italy
MarioGerla
UCLA,LosAngeles,USA
HisashiKobayashi
PrincetonUniversity,Princeton,USA
SergioPalazzo
UniversityofCatania,Catania,Italy
SartajSahni
UniversityofFlorida,Gainesville,USA
Xuemin(Sherman)Shen
UniversityofWaterloo,Waterloo,Canada
MirceaStan
UniversityofVirginia,Charlottesville,USA
XiaohuaJia
CityUniversityofHongKong,Kowloon,HongKong
AlbertY.Zomaya
UniversityofSydney,Sydney,Australia
Moreinformationaboutthisseriesathttp://www.springer.com/series/8197
· · ·
Xianbin Wang Kai-Kit Wong Shanji Chen
Mingqian Liu (Eds.)
Artificial Intelligence
for Communications
and Networks
Third EAI International Conference, AICON 2021
Xining, China, October 23–24, 2021
Proceedings, Part I
Editors
XianbinWang Kai-KitWong
TheUniversityofWesternOntario UniversityCollegeLondon
London,ON,Canada London,UK
ShanjiChen MingqianLiu
QinghaiUniversityforNationalities XidianUniversity
Xining,China Xi’an,China
ISSN 1867-8211 ISSN 1867-822X (electronic)
LectureNotesoftheInstituteforComputerSciences,SocialInformatics
andTelecommunicationsEngineering
ISBN 978-3-030-90195-0 ISBN 978-3-030-90196-7 (eBook)
https://doi.org/10.1007/978-3-030-90196-7
©ICSTInstituteforComputerSciences,SocialInformaticsandTelecommunicationsEngineering2021
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Preface
We are delighted to introduce the proceedings of the second edition of the European
Alliance for Innovation (EAI) International Conference on Artificial Intelligence for
Communications and Networks (AICON 2021), which was held in Xining, China,
October 23–24, 2021. This conference aims to stimulate debate and provide a forum
for researchers working on related problems to exchange ideas and recent results
(bothpositiveandnegativeones)inapplyingartificialintelligencetocommunications
and networks. The artificial intelligence based approach may offer some new design
approachesfortraditionallydifficultinformationandsignalprocessingtasksinwireless
communication,networking,andcomputing.
The technical program of AICON 2021consisted of 81 full papers, including the
five best papers, in oral presentation sessions at the main conference tracks: Track 1:
DeepLearning/MachineLearningonInformationandSignalProcessing;Track2:Arti-
ficialIntelligenceinWirelessCommunicationsandSatelliteCommunications;Track3:
ArtificialIntelligenceinElectromagneticSignalProcessing;Track4:ArtificialIntelli-
genceApplicationinWirelessCachingandComputing;Track5:ArtificialIntelligence
ApplicationinComputerNetwork;andTrack6:AdvancesinAIandTheirApplications
inInformation,Circuit,MicrowaveandControl.Asidefromthehigh-qualitytechnical
paperpresentations,thetechnicalprogramalsofeaturedthreekeynotespeechesgivenby
NanZhaofromtheDalianUniversityofTechnology,China,YunfeiChenfromtheUni-
versityofWarwick,UK,andJieTangfromtheSouthChinaUniversityofTechnology,
China.
Coordinationwiththesteeringchairs,ImrichChlamtac,XuemaiGu,andChengLi,
wasessentialforthesuccessoftheconference.Wesincerelyappreciatetheirconstant
supportandguidance.Itwasalsoagreatpleasuretoworkwithsuchanexcellentorga-
nizingcommitteeteamfortheirhardworkinorganizingandsupportingtheconference.
In particular, the Technical Program Committee, who completed the peer-review pro-
cessfortechnicalpapersandputtogetherahigh-qualitytechnicalprogram.Wearealso
gratefultoConferenceManagerAleksandraSledziejowskaforhersupportandtoallthe
authorswhosubmittedtheirpaperstotheAICON2021conference.
We would like to express our thanks to all members of the organizing committee
andallthevolunteerreviewerswhoworkedsohard,dayandnight,forthisconference.
Wewouldlikealsotoexpressourgratitudeforthesponsorshipfromvarioussources.
Finally,wearegratefultoEAIforsponsoringthisconference.
October2021 XianbinWang
Kai-KitWong
Organization
SteeringCommittee
ImrichChlamtac UniversityofTrento,Italy
XuemaiGu HarbinInstituteofTechnology,China
ChengLi MemorialUniversityofNewfoundland,Canada
OrganizingCommittee
GeneralChair
GangWang QinghaiNationalitiesUniversity,China
GeneralCo-chairs
XianbinWang WesternUniversity,Canada
Kai-KitWong UniversityCollegeLondon,UK
ShanjiChen QinghaiNationalitiesUniversity,China
TechnicalProgramCommitteeCo-chairs
MingqianLiu XidianUniversity,China
TiankuiZhang BeijingUniversityofPostsand
Telecommunications,China
GongliangLiu HarbinInstituteofTechnology,China
SponsorshipandExhibitChair
YingMa QinghaiNationalitiesUniversity,China
LocalChair
LingfeiZhang QinghaiNationalitiesUniversity,China
WorkshopsChair
BoLi HarbinInstituteofTechnology,China
PublicityandSocialMediaChair
GuilianFeng QinghaiNationalitiesUniversity,China
viii Organization
PublicationsChair
WeidangLu ZhejiangUniversityofTechnology,China
WebChair
ZhutianYang HarbinInstituteofTechnology,China
PostersandPhDTrackChair
QianLin QinghaiNationalitiesUniversity,China
TutorialsChair
TaoWang QinghaiNationalitiesUniversity,China
TechnicalProgramCommittee
JinLi XidianUniversity,China
JunlinZhang XidianUniversity,China
JunfangLi Xi’anAeronauticalUniversity,China
NanQu XidianUniversity,China
BodongShang VirginiaTech,USA
FangfangLiu BeijingUniversityofPostsand
Telecommunications,China
YangYang BeijingUniversityofPostsand
Telecommunications,China
YuXu BeijingUniversityofPostsand
Telecommunications,China
GuangyuZhu BeijingUniversityofPostsand
Telecommunications,China
YuanpengZheng BeijingUniversityofPostsand
Telecommunications,China
QihangCao HarbinInstituteofTechnology,China
YangfeiLiu HarbinInstituteofTechnology,China
MingyiWang HarbinInstituteofTechnology,China
ZiqiSun HarbinInstituteofTechnology,China
JianruiLu HarbinInstituteofTechnology,China
HangYuan XidianUniversity,China
KeYang XidianUniversity,China
LeiJin XidianUniversity,China
JiakuiWang XidianUniversity,China
ZhiyangGao XidianUniversity,China
YaqiFan XidianUniversity,China
HanZhu XidianUniversity,China
Organization ix
HuiguiCheng XidianUniversity,China
SihaoQin XidianUniversity,China
MengCao XidianUniversity,China
YuanpoCai XidianUniversity,China
ZhenjuZhang XidianUniversity,China
ChenFan XidianUniversity,China
TianmingYang XidianUniversity,China
YifanZhang XidianUniversity,China
HongyiZhang XidianUniversity,China
XingeBao XidianUniversity,China
YiWang XidianUniversity,China
Contents – Part I
Deep Learning/Machine Learning on Information and Signal
Processing
FederatedLearningBasedDistributedAlgorithmsforRFFingerprinting
ExtractionandIdentificationofIoTDevices ............................... 3
WeiweiWu,SuHu,YuanGao,andJiangCao
FastBeamSwitchingBasedonMachineLearningforMmWaveMassive
MIMOSystems ....................................................... 19
KeanChen,DanpuLiu,andXingwenHe
StudyonPixelLevelSegmentationandAreaQuantificationofHighway
SlopeCracks ......................................................... 30
YunLingZhang,PeiGuo,PengyuLiu,YaoyaoLi,andShanjiChen
LSTM-BasedPredictionofAirportAircraftinandOutflow .................. 42
BaoqiangLi,JinHuang,YameiDuan,andYuanZhao
Micro-motionClassificationofRotorUAVandFlyingBirdviaCNN
andFMCWRadar ..................................................... 55
XiaolongChen,JianGuan,JiefangLi,andWeishiChen
Transformer-BasedFew-ShotLearningforImageClassification .............. 68
TaoGan,WeichaoLi,YuanzheLu,andYanminHe
FractionalTime-FrequencyScatteringConvolutionNetwork ................. 75
JiabinZheng,JunShi,GongChen,WeipingChen,andZhenyaGeng
FaultPredictionAnalysisofCommunicationOpticalFiberBasedonSVM
Algorithm ............................................................ 82
PengfeiLi
RSEN-RFF:DeepLearning-BasedRFFingerprintRecognitioninNoisy
Environment .......................................................... 87
ZhaonanDu,DiLiu,JiawenZhang,DiLin,YuanGao,andJiangCao
Q-Learning Based Optimum Relay Selection for a SWIPT-Enabled
WirelessSystem ....................................................... 100
HaojieWangandBoLi